{"id":4068,"date":"2023-06-15T06:39:32","date_gmt":"2023-06-15T06:39:32","guid":{"rendered":"https:\/\/www.quinnox.com\/?p=4068"},"modified":"2024-10-17T08:36:07","modified_gmt":"2024-10-17T08:36:07","slug":"ai-algorithms-to-improve-the-use-chaos-engineering","status":"publish","type":"post","link":"https:\/\/www.quinnox.com\/blog\/ai-algorithms-to-improve-the-use-of-chaos-engineering\/","title":{"rendered":"AI Algorithms to improve the use of chaos engineering"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4068\" class=\"elementor elementor-4068\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-84a6ec2 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"84a6ec2\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-90b12fa\" data-id=\"90b12fa\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t \r\n\t\t<div class=\"elementor-element elementor-element-74d21e6 elementor-widget elementor-widget-Resource_Detail_Banner\" data-id=\"74d21e6\" data-element_type=\"widget\" data-widget_type=\"Resource_Detail_Banner.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<section class=\"resource-detail-banner common-banner\" style=\"background-image: url(https:\/\/www.quinnox.com\/wp-content\/uploads\/2022\/09\/Group-25369-1.png);\">\n            <div class=\"container p-0 h-100\">\n                <div class=\"row align-items-center h-100\">\n                    <div class=\"col-md-7 align-self-center\">\n\t\t\t\t\t<div class=\"breadcrumbs\" typeof=\"BreadcrumbList\" vocab=\"https:\/\/schema.org\/\">\n\n\t\t\t\t\t\t<!-- Breadcrumb NavXT 7.3.1 -->\n<span property=\"itemListElement\" typeof=\"ListItem\"><a property=\"item\" typeof=\"WebPage\" title=\"Go to Quinnox.\" href=\"https:\/\/www.quinnox.com\" class=\"home\" aria-current=\"page\"><span property=\"name\">Home<\/span><\/a><meta property=\"position\" content=\"1\"><\/span>\n\t\t\t\t\t\t<\/div>\n                        <h1 class=\"main-title\">How AI Algorithms Revolutionize Chaos Engineering<\/h1>\n                        <p class=\"author\"><\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n                    <\/div>\n                    <div class=\"col-md-5 align-self-center\">\n\t\t\t\t\t\t <img decoding=\"async\" class=\"lazyimagenew\" alt=\"AI Algorithms\" src=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Banner-image-1.webp\"\/>\n                    <\/div>\n\t\t\t\t\t<span class=\"form-popup\">\n\t\t\t\t\t\t<div class=\"modal fade event-popup\" id=\"pdf-popup\" 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             <\/div>\r\n                <div class=\"col-lg-12 col-md-8 align-self-center justify-content-end\">\r\n\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\r\n                        <ul>\r\n                            <li><a class=\"fb\" target=\"_blank\" href=\"http:\/\/www.facebook.com\/sharer.php?u=https:\/\/www.quinnox.com\/blog\/ai-algorithms-to-improve-the-use-of-chaos-engineering\/&amp;t=AI Algorithms to improve the use of chaos engineering\"><\/a><\/li>\r\n                            <li><a class=\"tw\" target=\"_blank\" href=\"\/\/twitter.com\/share?url=https:\/\/www.quinnox.com\/blog\/ai-algorithms-to-improve-the-use-of-chaos-engineering\/\"><\/a><\/li>\r\n                            <li><a class=\"ln\" target=\"_blank\" href=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&amp;title=AI Algorithms to improve the use of chaos engineering&amp;url=https:\/\/www.quinnox.com\/blog\/ai-algorithms-to-improve-the-use-of-chaos-engineering\/\"><\/a><\/li>\r\n                        <\/ul>\r\n           \r\n                <\/div>\r\n            <\/div>  \r\n\t\t<\/div>\r\n\t<\/div>\r\n<\/section> \r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-388b405 elementor-widget elementor-widget-text-editor\" data-id=\"388b405\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">In today\u2019s fast-paced digital landscape, the ability to anticipate and manage system failures before they occur is crucial. Chaos Engineering, the practice of deliberately injecting failures into systems to test their resilience, is gaining traction as organizations strive for more robust and reliable IT infrastructures. But what if you could supercharge this process using Artificial Intelligence (AI)? Enter AI algorithms\u2014a game-changer that can elevate <\/span><a href=\"https:\/\/www.quinnox.com\/chaos-engineering\/\"><span data-contrast=\"none\">Chaos Engineering<\/span><\/a><span data-contrast=\"auto\"> from reactive to predictive and proactive.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">According to a recent report by Gartner, 70% of organizations are investing in AI-driven tools to enhance their resilience testing strategies. This trend underscores the growing recognition of AI\u2019s role in optimizing Chaos Engineering. By leveraging AI, organizations can minimize downtime, reduce manual oversight, and enhance their ability to respond to potential failures.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff5ab4b elementor-widget elementor-widget-heading\" data-id=\"ff5ab4b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qinfinite.ai\/\" rel=\"noopener\">The AI Advantage in Chaos Engineering <\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd4c48f elementor-widget elementor-widget-text-editor\" data-id=\"cd4c48f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ol><li><strong>Identify potential failure modes:<\/strong> <span class=\"TextRun SCXW53374226 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW53374226 BCX8\">AI algorithms excel at processing vast amounts of data and uncovering failure modes that might elude traditional methods. For instance, AI can analyze historical data, system logs, and performance metrics to detect patterns that signify potential failures. This advanced analysis allows teams to address issues before they escalate into critical problems. In fact, <\/span><span class=\"NormalTextRun SCXW53374226 BCX8\">AI-driven insights<\/span><span class=\"NormalTextRun SCXW53374226 BCX8\"> can reduce the incidence of unplanned downtime by up to 40%, according to recent industry studies.<\/span><\/span><span class=\"EOP SCXW53374226 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li><li><strong><span class=\"TextRun SCXW198869178 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW198869178 BCX8\">Predicting and Preventing Failures:<\/span><\/span><\/strong><span class=\"EOP SCXW198869178 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span> <span class=\"TextRun SCXW66647729 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW66647729 BCX8\">Predictive analytics powered by AI can <\/span><span class=\"NormalTextRun SCXW66647729 BCX8\">anticipate<\/span><span class=\"NormalTextRun SCXW66647729 BCX8\"> failures before they happen. By <\/span><span class=\"NormalTextRun SCXW66647729 BCX8\">monitoring<\/span><span class=\"NormalTextRun SCXW66647729 BCX8\"> real-time data and <\/span><span class=\"NormalTextRun SCXW66647729 BCX8\">identifying<\/span><span class=\"NormalTextRun SCXW66647729 BCX8\"> trends, <\/span><\/span><a class=\"Hyperlink SCXW66647729 BCX8\" href=\"https:\/\/www.quinnox.com\/blog\/ai-algorithms-to-improve-the-use-of-chaos-engineering\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW66647729 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW66647729 BCX8\" data-ccp-charstyle=\"Hyperlink\">AI algorithms<\/span><\/span><\/a><span class=\"TextRun SCXW66647729 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW66647729 BCX8\"> can alert operators to <\/span><span class=\"NormalTextRun SCXW66647729 BCX8\">emerging<\/span><span class=\"NormalTextRun SCXW66647729 BCX8\"> issues, enabling them to take preventive measures. This proactive approach not only mitigates risks but also enhances system reliability. For example, AI-driven predictive maintenance can cut operational disruptions by 30%, helping organizations <\/span><span class=\"NormalTextRun SCXW66647729 BCX8\">maintain<\/span><span class=\"NormalTextRun SCXW66647729 BCX8\"> seamless service delivery.<\/span><\/span><span class=\"EOP SCXW66647729 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li><li><strong><span class=\"TextRun SCXW227487579 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW227487579 BCX8\">Optimizing<\/span><span class=\"NormalTextRun SCXW227487579 BCX8\"> Testing Scenarios:<\/span><\/span><\/strong><span class=\"EOP SCXW227487579 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span> <span class=\"TextRun SCXW156611490 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW156611490 BCX8\">AI can refine testing scenarios by pinpointing the most critical areas to focus on and generating realistic simulations. This ensures that testing is both comprehensive and efficient, minimizing the resources required while maximizing coverage. By <\/span><span class=\"NormalTextRun SCXW156611490 BCX8\">optimizing<\/span><span class=\"NormalTextRun SCXW156611490 BCX8\"> test scenarios, AI helps reduce the time needed for testing cycles, speeding up the development process and ensuring more reliable outcomes.<\/span><\/span><span class=\"EOP SCXW156611490 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li><li><strong><span class=\"TextRun SCXW76978223 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW76978223 BCX8\">Automating the Testing Process:<\/span><\/span><\/strong><span class=\"EOP SCXW76978223 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span> <span class=\"TextRun SCXW120309335 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW120309335 BCX8\">AI-powered automation streamlines the testing process, reducing the need for manual intervention. <\/span><\/span><a class=\"Hyperlink SCXW120309335 BCX8\" href=\"https:\/\/www.quinnox.com\/testing\/qyrus\/\" target=\"_blank\" rel=\"noopener\"><span class=\"TextRun Underlined SCXW120309335 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW120309335 BCX8\" data-ccp-charstyle=\"Hyperlink\">Automated testing<\/span><\/span><\/a><span class=\"TextRun SCXW120309335 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW120309335 BCX8\"> accelerates the identification of potential issues, allowing teams to respond swiftly and effectively. This capability enhances the overall efficiency of Chaos Engineering practices and ensures that testing <\/span><span class=\"NormalTextRun SCXW120309335 BCX8\">remains<\/span><span class=\"NormalTextRun SCXW120309335 BCX8\"> thorough and consistent.<\/span><\/span><span class=\"EOP SCXW120309335 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3ea369 elementor-widget elementor-widget-heading\" data-id=\"a3ea369\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/qinfinite.ai\/\" rel=\"noopener\">Managing Chaos with Our iAM Platform Qinfinite <\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-407e6a2 elementor-widget elementor-widget-image\" data-id=\"407e6a2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"420\" src=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qinfinite-internal-image-1-768x420.webp\" class=\"attachment-medium_large size-medium_large wp-image-4105\" alt=\"Qinfinite_internal_image\" srcset=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qinfinite-internal-image-1-768x420.webp 768w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qinfinite-internal-image-1-300x164.webp 300w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qinfinite-internal-image-1-1024x560.webp 1024w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qinfinite-internal-image-1-1536x840.webp 1536w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qinfinite-internal-image-1-2048x1120.webp 2048w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df2af3d elementor-widget elementor-widget-text-editor\" data-id=\"df2af3d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW161843419 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW161843419 BCX8\">At <\/span><span class=\"NormalTextRun SCXW161843419 BCX8\">Quinnox<\/span><span class=\"NormalTextRun SCXW161843419 BCX8\">, we <\/span><span class=\"NormalTextRun SCXW161843419 BCX8\">leverage<\/span><span class=\"NormalTextRun SCXW161843419 BCX8\"> AI to transform Chaos Engineering into a strategic advantage. Our <\/span><\/span><a class=\"Hyperlink SCXW161843419 BCX8\" href=\"https:\/\/www.quinnox.com\/qinfinite\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW161843419 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW161843419 BCX8\" data-ccp-charstyle=\"Hyperlink\">Qinfinite<\/span><\/span><\/a><span class=\"TextRun SCXW161843419 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW161843419 BCX8\"> platform employs advanced AI algorithms to manage IT operations and enhance resilience. <\/span><span class=\"NormalTextRun SCXW161843419 BCX8\">Here\u2019s<\/span><span class=\"NormalTextRun SCXW161843419 BCX8\"> a closer look at our 5-step approach to integrating Chaos Engineering within <\/span><span class=\"NormalTextRun SCXW161843419 BCX8\">Qinfinite<\/span><span class=\"NormalTextRun SCXW161843419 BCX8\">:<\/span><\/span><span class=\"EOP SCXW161843419 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37054f0 elementor-widget elementor-widget-text-editor\" data-id=\"37054f0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong>Step 1: Build the Knowledge Graph<\/strong><\/p><p><span class=\"TextRun SCXW172863194 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW172863194 BCX8\">We start by creating a comprehensive knowledge graph through auto-discovery or CMDB import, enriched with Subject Matter Expert (SME) inputs.<\/span><\/span><span class=\"EOP SCXW172863194 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><strong><span class=\"TextRun SCXW173413488 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW173413488 BCX8\">Step 2: Transform the Knowledge Graph into a Digital Twin<\/span><\/span><span class=\"EOP SCXW173413488 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/strong><\/p><p><span class=\"TextRun SCXW21000524 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW21000524 BCX8\">Our platform connects IT assets with <\/span><span class=\"NormalTextRun SCXW21000524 BCX8\">monitoring<\/span><span class=\"NormalTextRun SCXW21000524 BCX8\"> features, creating a digital twin that reflects the current state of the IT system and enables precise management tasks.<\/span><\/span><span class=\"EOP SCXW21000524 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><strong><span class=\"TextRun SCXW258595607 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW258595607 BCX8\">Step 3: <\/span><span class=\"NormalTextRun SCXW258595607 BCX8\">Identify<\/span><span class=\"NormalTextRun SCXW258595607 BCX8\"> IT Entities<\/span><\/span><span class=\"EOP SCXW258595607 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/strong><\/p><p><span class=\"TextRun SCXW253605726 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW253605726 BCX8\">We <\/span><span class=\"NormalTextRun SCXW253605726 BCX8\">identify<\/span><span class=\"NormalTextRun SCXW253605726 BCX8\"> the specific IT entities\u2014applications, servers, or business processes\u2014and their associated systems to focus our testing efforts.<\/span><\/span><span class=\"EOP SCXW253605726 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><strong><span class=\"TextRun SCXW70585017 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW70585017 BCX8\">Step 4: Design and Execute Experiments<\/span><\/span><span class=\"EOP SCXW70585017 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/strong><\/p><p><span class=\"TextRun SCXW223238190 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW223238190 BCX8\">We create and execute experiments to inject failures or configuration changes, <\/span><span class=\"NormalTextRun SCXW223238190 BCX8\">observing<\/span><span class=\"NormalTextRun SCXW223238190 BCX8\"> the impact on the IT systems.<\/span><\/span><span class=\"EOP SCXW223238190 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><strong><span class=\"TextRun SCXW121939563 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW121939563 BCX8\">Step 5: Analyze Results and Improve Resilience<\/span><\/span><span class=\"EOP SCXW121939563 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/strong><\/p><p><span data-contrast=\"auto\">Qinfinite\u2019s anomaly detection and causal analysis algorithms provide detailed insights into system behavior and state changes, enabling us to take corrective actions and enhance system resilience.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">By utilizing our Digital Twin experiments, IT teams can proactively identify and address potential issues, ensuring their systems are robust and resilient.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b09891c elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"b09891c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In summary, Qinfinite provides IT teams with the knowledge and skills to manage IT operations efficiently. Qinfinite&#8217;s application of <a href=\"https:\/\/www.quinnox.com\/blog\/digital-twin-technology-a-game-changer-for-asset-management-in-the-utilities-industry\/\">Digital Twin experiments<\/a> allows IT teams to proactively identify potential issues and improve the resilience of the system.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9217784 elementor-widget elementor-widget-heading\" data-id=\"9217784\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Chaos Engineering with Qyrus <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6a3b86 elementor-widget elementor-widget-image\" data-id=\"f6a3b86\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"420\" src=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qyrus-internal-image-1-768x420.webp\" class=\"attachment-medium_large size-medium_large wp-image-4106\" alt=\"Qyrus-internal-image\" srcset=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qyrus-internal-image-1-768x420.webp 768w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qyrus-internal-image-1-300x164.webp 300w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qyrus-internal-image-1-1024x560.webp 1024w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qyrus-internal-image-1-1536x840.webp 1536w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Qyrus-internal-image-1-2048x1120.webp 2048w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eef0cbd elementor-widget elementor-widget-text-editor\" data-id=\"eef0cbd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><a class=\"Hyperlink SCXW96144366 BCX8\" href=\"https:\/\/www.quinnox.com\/testing\/qyrus\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW96144366 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW96144366 BCX8\" data-ccp-charstyle=\"Hyperlink\">Qyrus<\/span><\/span><\/a><span class=\"TextRun SCXW96144366 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW96144366 BCX8\"> also harnesses AI to drive reliability and resilience in software systems. Our approach includes:<\/span><\/span><span class=\"EOP SCXW96144366 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d926143 elementor-widget elementor-widget-text-editor\" data-id=\"d926143\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><strong><span class=\"TextRun SCXW216262619 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW216262619 BCX8\">Step 1: Define the System\u2019s Steady State<\/span><\/span><span class=\"EOP SCXW216262619 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/strong><\/p><p><span class=\"TextRun SCXW172945467 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW172945467 BCX8\">We <\/span><span class=\"NormalTextRun SCXW172945467 BCX8\">establish<\/span><span class=\"NormalTextRun SCXW172945467 BCX8\"> normal operating conditions, including performance metrics and system interactions, to understand the baseline behavior.<\/span><\/span><span class=\"EOP SCXW172945467 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">Step 2: Hypothesize Potential Weaknesses<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Using system architecture knowledge, we identify potential weaknesses or failure modes that could arise under stress.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">Step 3: Design and Execute Experiments<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">We simulate conditions such as deliberate failures or increased load to test system behavior and resilience.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">Step 4: Analyze Results<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Data from experiments is analyzed to uncover vulnerabilities and assess system performance.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><b><span data-contrast=\"auto\">Step 5: Learn, Improve, and Repeat<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">We iterate on system design based on findings, ensuring continuous improvement and resilience through regular testing.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c9344a elementor-widget elementor-widget-text-editor\" data-id=\"2c9344a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><b><span data-contrast=\"auto\">The Bottom Line<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">At Quinnox, we are pioneering the integration of <a href=\"https:\/\/www.quinnox.com\/gartner-report\/market-guide-for-chaos-engineering-tools\/\" target=\"_blank\" rel=\"noopener\">Chaos Engineering with AI<\/a> through our advanced platforms, Qinfinite and Qyrus. Qinfinite&#8217;s Digital Twin technology and Qyrus&#8217;s systematic experimentation process combine to offer unparalleled resilience and efficiency. By harnessing these tools, organizations can proactively manage IT complexities and ensure robust system performance.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Are you ready to <\/span><span data-contrast=\"none\">embrace the chaos<\/span><span data-contrast=\"auto\"> and elevate your system\u2019s resilience? <\/span><span data-contrast=\"auto\">Discover how Quinnox\u2019s cutting-edge solutions can transform your approach to Chaos Engineering. Don\u2019t miss out on the opportunity to stay ahead of potential failures and optimize your IT operations.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><strong>Contact us today to learn more!\u00a0<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6fed108 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"6fed108\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>As you delve into the world of Chaos Engineering, remember that the unexpected can be your greatest ally. By understanding and preparing for the unknown, you can build a resilient system that can withstand even the most chaotic of events. So, let&#8217;s embrace the chaos and create better, more reliable software systems!<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1fd1d2d elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"1fd1d2d\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7b6c2ae\" data-id=\"7b6c2ae\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d4bbab6 elementor-widget elementor-widget-insights_section\" data-id=\"d4bbab6\" data-element_type=\"widget\" data-widget_type=\"insights_section.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"insights section\" id=\"insights\"> \n\n\t\t<div class=\"container-fluid\">\n\n\t\t\t<div class=\"row\">\n\n\t\t\t\t<div class=\"col-md-11 mx-auto\">\n\n\t\t\t\t\t<div class=\"row\">\n\n\t\t\t\t\t\t<div class=\"col-md-12 title-wrap\">\n\t\t\t\t\t\t\t<h4>Related Insights<\/h4>\n\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"row h-blog\">\n\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-4 col-md-6\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"single-blo\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"content1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tCase study \n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img-parent\">\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img\" style=\"background-image:url('https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Bottling-Manufacturer-1.webp')\"><\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span>Chaos Engineering<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<h4>Quinnox Implements Qinfinite Chaos Engineering to Help A Bottling Manufacturer<\/h4>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<p>Our client is one of the largest and most complicated bottling and distribution operations in the world.<\/p> \n\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"blue-btn\" href=\"https:\/\/www.quinnox.com\/case-study\/qinfinite-chaos-engineering-reduce-system-failures-bottling-manufacturer\/\">Read more<\/a>    \n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<\/div> \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n                                    \n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-4 col-md-6\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"single-blo\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"content1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tCase study \n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img-parent\">\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img\" style=\"background-image:url('https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/06\/Logistics-Company-1.webp')\"><\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span>Chaos Engineering<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<h4>Enhancing a logistic company&#8217;s supply chain resilience with Chaos Engineering<\/h4>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<p>Our client is the largest independent mail, courier and logistics operator in the UK and Ireland<\/p> \n\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"blue-btn\" href=\"https:\/\/www.quinnox.com\/case-study\/enhancing-supply-chain-resilience-with-quinnox-chaos-engineering\/\">Read more<\/a>    \n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<\/div> \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n                                    \n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-4 col-md-6\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"single-blo\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"content1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tBlogs \n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img-parent\">\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img\" style=\"background-image:url('https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/03\/Underwater_Astronaut-2.webp')\"><\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span>Artificial Intelligence<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<h4>AI and the underwater astronaut<\/h4>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<p>A recent conversation about prompt engineering led to the inevitable impressionist rendering of an astronaut eating a burger underwater.<\/p> \n\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"blue-btn\" href=\"https:\/\/www.quinnox.com\/blog\/ai-and-the-underwater-astronaut\/\">Read more<\/a>    \n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<\/div> \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n                                    \t\t\t\t\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n\t<\/section>\n\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6ccaba84 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"6ccaba84\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10c6235f\" data-id=\"10c6235f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-25e3e0c0 elementor-widget elementor-widget-home_contact_form\" data-id=\"25e3e0c0\" data-element_type=\"widget\" data-widget_type=\"home_contact_form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t       \n\t\t\t<div>\n<section class=\"hcontact-form section\" id=\"lets-talk\" style=\"background-image:url(https:\/\/www.quinnox.com\/wp-content\/uploads\/2022\/07\/Mask-Group-296.png)\"> <!-- \t\tid=\"letstalk\" -->\n            <div class=\"container\">\n                <div class=\"row\">\n                    <div class=\"col-lg-8 ms-auto p-0 contact-wrap\">\n\t\t\t\t\t\t <div class=\"home-form\">\n\t\t\t\t\t\t<h5>Contact Us<\/h5>\n\t\t\t\t\t\t<p>Get in touch with Quinnox 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effectiveness of chaos engineering. AI algorithms help identify potential false positives<\/p>\n","protected":false},"author":2,"featured_media":4108,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_lock_modified_date":false,"inline_featured_image":false,"footnotes":""},"categories":[18],"tags":[222,68],"class_list":["post-4068","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai","tag-chaos-engineering"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/posts\/4068","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/comments?post=4068"}],"version-history":[{"count":0,"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/posts\/4068\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/media\/4108"}],"wp:attachment":[{"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/media?parent=4068"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/categories?post=4068"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.quinnox.com\/wp-json\/wp\/v2\/tags?post=4068"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}